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Novel approach for Arabic fake news classification using embedding from large language features with CNN-LSTM ensemble model and explainable AI.
Sci Rep
December 2024
Department of Computer Science & Information Technology, The Islamia University of Bahawalpur, Bahawalpur, 63100, Pakistan.
The widespread fake news challenges the management of low-quality information, making effective detection strategies necessary. This study addresses this critical issue by advancing fake news detection in Arabic and overcoming limitations in existing approaches. Deep learning models, Convolutional Neural Networks (CNN) and Long Short-Term Memory (LSTM), EfficientNetB4, Inception, Xception, ResNet, ConvLSTM and a novel voting ensemble framework combining CNN and LSTM are employed for text classification.
View Article and Find Full Text PDFFrom Word Association Tests to Feeling-Toned Complexes. A Jungian Perspective on Trauma.
J Anal Psychol
December 2024
Rome.
In this paper, I would like to highlight how the view of the psyche as a network of complexes is central to understanding how trauma works and its treatment from a Jungian perspective. Despite Jung's theory of complexes and his study of the splitting processes of the psyche being at the very core of his understanding of psychic functioning, analytical psychology has struggled to find its proper place in the international debate on trauma. The Word Association Tests (WAT) opened the way to Jung's first insights on the complex psyche, i.
View Article and Find Full Text PDFData-driven optimization of the design of ionic liquids as interfacial cell culture fluids.
Sci Technol Adv Mater
October 2024
Center for Basic Research on Materials, NIMS, Tsukuba, Japan.
As an alternative to conventional plastic dishes, the interface between water-immiscible hydrophobic fluids, such as perfluorocarbons and silicones, permits cell adhesion and growth. Thus, it is expected to replace the petroleum-derived products in a sustainable society. However, most hydrophobic fluids are cytotoxic, which limits the range of mechanical and chemical cues exposed to the cells.
View Article and Find Full Text PDFProverbial economies of STS.
Soc Stud Sci
November 2024
Department of Science & Technology Studies, Cornell University, Ithaca, NY, USA.
This article discusses examples from an extended family of aphorisms, stories, and themes that have circulated widely in STS and remain associated with the formation and integration of the field. Drawing upon Harvey Sacks's insightful remarks about features of everyday conversation, which he related to ancient practices in oral culture, we argue that familiar citation magnets in STS operate in many respects like proverbs, parables, and an extended family of neatly and memorably packaged viral articulations in ordinary language. After discussing the contingent production of proverbial truth, the article focuses on three well-known examples that combine memorable proverbs and themes with parables: Winner's account of the low parkway bridges designed by city planner Robert Moses to show that technology politics; Pinch and Bijker's concise history of the bicycle to illustrate the social construction of technology, and Star and Griesemer's viral two-word theme of 'boundary objects' as artifacts that sustain collaboration across organizational contexts.
View Article and Find Full Text PDFA framework to conceptualize social prescribing services from a prevention perspective.
Prev Med
December 2024
Child Health Services Research Unit, Department of General Pediatrics, Neonatology and Pediatric Cardiology, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Moorenstraße 5, 40225 Düsseldorf, Germany. Electronic address:
Objective: Social prescribing models are expanding worldwide to serve multiple goals, such as attending to social conditions that affect people's health, supporting patients with mental health issues or other long-term conditions, facilitating community building and reducing demands on the health care system. Implicitly, many social prescribing services seek to promote health, prevent morbidity or deterioration of disease. Given that the scientific literature currently does not systematically describe these services as preventive service models, we propose a framework to explicitly conceptualize social prescribing from a prevention perspective.
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